Polyjuice: Automated, General-purpose Counterfactual Generation

Tongshuang Wu
Tongshuang Wu
Marco Tulio Ribeiro
Marco Tulio Ribeiro
Daniel S. Weld
Daniel S. Weld
Cited by: 0|Bibtex|Views7
Other Links: arxiv.org

Abstract:

Counterfactual examples have been shown to be useful for many applications, including calibrating, evaluating, and explaining model decision boundaries. However, previous methods for generating such counterfactual examples have been tightly tailored to a specific application, used a limited range of linguistic patterns, or are hard to s...More

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